{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pycocotools.coco import COCO\n",
    "import numpy as np\n",
    "import os\n",
    "import copy\n",
    "import skimage.io as io\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from matplotlib.collections import PatchCollection\n",
    "import pylab\n",
    "pylab.rcParams['figure.figsize'] = (16.0, 20.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=9.24s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    }
   ],
   "source": [
    "# change dataDir to where you save the files\n",
    "dataDir='.'\n",
    "annFile = os.path.join(dataDir, 'instances_valminusminival2014_partial.json')\n",
    "coco=COCO(annFile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def showBoxes(coco, anns):\n",
    "    \"\"\" Display the bounding boxes. \"\"\"\n",
    "    np.random.seed(12)\n",
    "    ax = plt.gca(); ax.set_autoscale_on(True)\n",
    "    polygons = []; color = []\n",
    "    for ann in anns:\n",
    "        c = (np.random.random((1, 3))*0.6+0.4).tolist()[0]\n",
    "        [bbox_x, bbox_y, bbox_w, bbox_h] = ann['bbox']\n",
    "        poly = [[bbox_x, bbox_y], [bbox_x, bbox_y+bbox_h], [bbox_x+bbox_w, bbox_y+bbox_h], [bbox_x+bbox_w, bbox_y]]\n",
    "        np_poly = np.array(poly).reshape((4,2))\n",
    "        polygons.append(Polygon(np_poly))\n",
    "        color.append(c)\n",
    "    p = PatchCollection(polygons, facecolor='none', edgecolors=color, linewidths=3)\n",
    "    ax.add_collection(p)\n",
    "    \n",
    "def showPoints(coco, anns):\n",
    "    \"\"\" Display the point annotation \"\"\"\n",
    "    np.random.seed(12)\n",
    "    ax = plt.gca(); ax.set_autoscale_on(True)\n",
    "    polygons = []; color = []\n",
    "    for ann in anns:\n",
    "        c = (np.random.random((1, 3))*0.6+0.4).tolist()[0]\n",
    "        if 'point' in ann and type(ann['point']) == list:\n",
    "            kp = np.array(ann['point'])\n",
    "            plt.plot(kp[0], kp[1],'o',markersize=12, markerfacecolor=c, markeredgecolor='k',markeredgewidth=2)\n",
    "            \n",
    "\n",
    "def showScribbles(coco, anns, I):\n",
    "    \"\"\" Display the scribble annotation \"\"\"\n",
    "    np.random.seed(12)\n",
    "    ax = plt.gca(); ax.set_autoscale_on(True)\n",
    "    for ann in anns:\n",
    "        c = (np.random.random((1, 3))*0.6+0.4).tolist()[0]\n",
    "        if 'scribble' in ann and type(ann['scribble']) == list:\n",
    "            scb = np.array(ann['scribble']) -1 \n",
    "            for i in [-1, 0, 1]:\n",
    "                for j in [-1, 0, 1]:\n",
    "                    I[scb[1]+i, scb[0]+j] = np.uint8(np.array(c) * 255)\n",
    "    return I"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(12)\n",
    "# get all images containing given categories, select one at random\n",
    "catIds = coco.getCatIds(catNms=['person','dog']);\n",
    "imgIds = coco.getImgIds(catIds=catIds );\n",
    "img = coco.loadImgs(imgIds[np.random.randint(0,len(imgIds))])[0]\n",
    "\n",
    "# load and display instance annotations\n",
    "annIds = coco.getAnnIds(imgIds=img['id'], catIds=catIds, iscrowd=None)\n",
    "anns = coco.loadAnns(annIds)\n",
    "\n",
    "# load and display image\n",
    "# I = io.imread('%s/images/%s/%s'%(dataDir,dataType,img['file_name']))\n",
    "# use url to load image\n",
    "I = io.imread(img['coco_url'])\n",
    "\n",
    "assert len(anns) > 0, \"try another image\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# images\n",
    "plt.subplot(2,2,1)\n",
    "plt.imshow(I); plt.axis('off')\n",
    "\n",
    "# strong labels: boxes\n",
    "plt.subplot(2,2,2)\n",
    "plt.imshow(I); plt.axis('off')\n",
    "showBoxes(coco, anns)\n",
    "\n",
    "# partial labels: points\n",
    "plt.subplot(2,2,3)\n",
    "plt.imshow(I); plt.axis('off')\n",
    "showPoints(coco, anns)\n",
    "\n",
    "# partial labels: scribbles\n",
    "plt.subplot(2,2,4)\n",
    "I1 = showScribbles(coco, anns, copy.deepcopy(I))\n",
    "plt.imshow(I1); plt.axis('off')\n",
    "\n",
    "plt.tight_layout()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
